03249nam 22006015 450 991099394570332120251113180929.0978981169139398116913989789811691386981169138X10.1007/978-981-16-9139-3(CKB)5720000000228513(DE-He213)978-981-16-9139-3(EXLCZ)99572000000022851320220314d2022 u| 0engurnn#008mamaatxtrdacontentcrdamediacrrdacarrierPrivacy-Preserving Machine Learning /by Jin Li, Ping Li, Zheli Liu, Xiaofeng Chen, Tong Li1st ed. 2022.Singapore :Springer Nature Singapore :Imprint: Springer,2022.1 online resource (VIII, 88 p. 21 illus., 18 illus. in color.)SpringerBriefs on Cyber Security Systems and Networks,2522-557XPrint version: Li, Jin Privacy-Preserving Machine Learning Singapore : Springer Singapore Pte. Limited,c2022 9789811691386 981169138X Introduction -- Secure Cooperative Learning in Early Years -- Outsourced Computation for Learning -- Secure Distributed Learning -- Learning with Differential Privacy -- Applications - Privacy-Preserving Image Processing -- Threats in Open Environment -- Conclusion.This book provides a thorough overview of the evolution of privacy-preserving machine learning schemes over the last ten years, after discussing the importance of privacy-preserving techniques. In response to the diversity of Internet services, data services based on machine learning are now available for various applications, including risk assessment and image recognition. In light of open access to datasets and not fully trusted environments, machine learning-based applications face enormous security and privacy risks. In turn, it presents studies conducted to address privacy issues and a series of proposed solutions for ensuring privacy protection in machine learning tasks involving multiple parties. In closing, the book reviews state-of-the-art privacy-preserving techniques and examines the security threats they face.SpringerBriefs on Cyber Security Systems and Networks,2522-557XData protectionLaw and legislationMachine learningPrivacyMachine LearningData protectionLaw and legislation.Machine learning.Privacy.Machine Learning.005.8323.448Li Jinauthttp://id.loc.gov/vocabulary/relators/aut1263437Li Pingauthttp://id.loc.gov/vocabulary/relators/autLiu Zheliauthttp://id.loc.gov/vocabulary/relators/autChen Xiaofengauthttp://id.loc.gov/vocabulary/relators/autLi Tongauthttp://id.loc.gov/vocabulary/relators/autMiAaPQMiAaPQMiAaPQBOOK9910993945703321Privacy-preserving machine learning3558816UNINA